{"id":"W3210547702","doi":"10.3390/v13112196","title":"Mental Health and Substance Use Associated with Hospitalization among People with COVID-19: A Population-Based Cohort Study","year":2021,"lang":"en","type":"article","venue":"Viruses","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; St. Paul's Hospital; BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Substance use; Cohort; Mental health; 2019-20 coronavirus outbreak; Cohort study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Population; Psychiatry; Environmental health; Virology; Internal medicine; Disease; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002640384,0.0001654128,0.0003262566,0.000110233,0.0002171164,0.00006868457,0.00002618669,0.00003940925,0.00004434916],"category_scores_gemma":[0.001213876,0.0001342197,0.00001904766,0.0007019284,0.00004706944,0.0002938638,0.00001028621,0.00008892438,0.000001033663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006464372,"about_ca_system_score_gemma":0.0008609401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01091701,"about_ca_topic_score_gemma":0.04089585,"domain_scores_codex":[0.9984707,0.0001526057,0.0002251144,0.000479427,0.0004729729,0.0001992289],"domain_scores_gemma":[0.9988136,0.0001355576,0.0002097154,0.0003542833,0.0001625841,0.0003242702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003658307,0.0006070736,0.9961965,0.00006072799,0.000130539,0.00002860614,0.001883635,0.0003436669,0.00006501814,0.000008812947,0.0002787465,0.00003081086],"study_design_scores_gemma":[0.002893112,0.001007057,0.994267,0.0001274683,0.0001048138,0.00001148826,0.0009634345,0.00022456,0.000121598,0.000003005406,0.0001231299,0.0001533133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951127,0.0001331165,0.0007046468,0.002204633,0.00005297641,0.001577761,0.00003336684,0.0001761282,0.000004668186],"genre_scores_gemma":[0.9935131,0.00002202784,0.0001496781,0.005711533,0.0000281057,0.00005603092,0.0003890517,0.00003607979,0.00009436352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02997885,"threshold_uncertainty_score":0.9956694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302690864673465,"score_gpt":0.3278011277496089,"score_spread":0.2947742191028743,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}